5W AI Communications · Research Series

How AI Describes ___

Five engines. Sixty-plus prompts per subject. One question: what does the AI ecosystem actually say about brands, aesthetics, and institutions — and does it hold up?

First Tranche · 13 Issues · Published May 2026

§ All Issues — First Tranche

Five AI engines, five different Hermès. Luxury's apex meets generative framing.

The $20 smoothie, the Antoci family, and the brand-payment media model.

Retail Wellness

Three years after the aesthetic emerged, the engines still disagree.

OpenAI vs Anthropic

Engines describing the companies that built them. Self-narration bias audited.

Two Teslas inside the engines: the product brand and the political brand.

Sephora vs Ulta

Same products, two shoppers, five different comparisons.

The Perfect Honeymoon

Five engines, five entirely different destinations.

Pioneer in one engine, provocation in another.

AI describes a creator. The reality is a $5B holding company.

Creator Economy

The engines describe Goldman by the headlines. The data tells another story.

Names, schools, fabrics — but none describe the financial behavior.

The sport and the cultural product. The valuation lives in the second.

One molecule rewrote 150 years of pharma identity in four years.